Pith Number

pith:QCK67EUB

pith:2024:QCK67EUBAI3XPOUSG6UYSZXUDN

not attested not anchored not stored refs pending

Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting

David L\"udke, Leo Schwinn, Marcel Kollovieh, Marten Lienen, Stephan G\"unnemann

arxiv:2410.03024 v2 · 2024-10-03 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{QCK67EUBAI3XPOUSG6UYSZXUDN}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

9 papers in Pith

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

PAMF: Prior-Aware Multimodal Fusion for Incomplete Time Series Data

FinStressTS: A Parametric Synthetic Benchmark for Time-Series Forecasting in Finance

PrismFlow: Residual Dynamics for Flow Matching in Time-Series Generation

Energy-Guided Generative Modeling for Low-Energy Molecular Structure Discovery

Receipt and verification

First computed	2026-07-05T11:01:27.270789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8095ef9281023777ba9237a98966f41b5de33b1b1fdd992c076cac0d2c5acdba

Aliases

arxiv: 2410.03024 · arxiv_version: 2410.03024v2 · doi: 10.48550/arxiv.2410.03024 · pith_short_12: QCK67EUBAI3X · pith_short_16: QCK67EUBAI3XPOUS · pith_short_8: QCK67EUB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/QCK67EUBAI3XPOUSG6UYSZXUDN \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8095ef9281023777ba9237a98966f41b5de33b1b1fdd992c076cac0d2c5acdba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8725f28ea7842052517db929194873d1675af6f0253cc022e50b3ba076cea4b9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T22:12:50Z",
    "title_canon_sha256": "cd1fee25dd21bb72e4d22ebb6a1873ca95c4fbc9efbdc809fab69b19631368ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03024",
    "kind": "arxiv",
    "version": 2
  }
}